Overview

Brought to you by YData

Dataset statistics

Number of variables	38
Number of observations	7043
Missing cells	30849
Missing cells (%)	11.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.0 MiB
Average record size in memory	304.0 B

Variable types

Text	2
Categorical	8
Numeric	15
Boolean	13

Alerts

`Avg Monthly GB Download` is highly overall correlated with `Internet Service`	High correlation
`Avg Monthly Long Distance Charges` is highly overall correlated with `Phone Service` and 1 other fields	High correlation
`Churn Category` is highly overall correlated with `Churn Reason` and 1 other fields	High correlation
`Churn Reason` is highly overall correlated with `Churn Category` and 1 other fields	High correlation
`Contract` is highly overall correlated with `Offer`	High correlation
`Customer Status` is highly overall correlated with `Churn Category` and 1 other fields	High correlation
`Device Protection Plan` is highly overall correlated with `Internet Service`	High correlation
`Internet Service` is highly overall correlated with `Avg Monthly GB Download` and 10 other fields	High correlation
`Internet Type` is highly overall correlated with `Internet Service` and 1 other fields	High correlation
`Latitude` is highly overall correlated with `Longitude` and 1 other fields	High correlation
`Longitude` is highly overall correlated with `Latitude` and 1 other fields	High correlation
`Married` is highly overall correlated with `Number of Referrals`	High correlation
`Monthly Charge` is highly overall correlated with `Internet Service` and 6 other fields	High correlation
`Multiple Lines` is highly overall correlated with `Phone Service`	High correlation
`Number of Referrals` is highly overall correlated with `Married`	High correlation
`Offer` is highly overall correlated with `Contract` and 3 other fields	High correlation
`Online Backup` is highly overall correlated with `Internet Service`	High correlation
`Online Security` is highly overall correlated with `Internet Service`	High correlation
`Phone Service` is highly overall correlated with `Avg Monthly Long Distance Charges` and 2 other fields	High correlation
`Premium Tech Support` is highly overall correlated with `Internet Service`	High correlation
`Streaming Movies` is highly overall correlated with `Internet Service` and 2 other fields	High correlation
`Streaming Music` is highly overall correlated with `Internet Service` and 1 other fields	High correlation
`Streaming TV` is highly overall correlated with `Internet Service` and 1 other fields	High correlation
`Tenure in Months` is highly overall correlated with `Offer` and 3 other fields	High correlation
`Total Charges` is highly overall correlated with `Monthly Charge` and 4 other fields	High correlation
`Total Extra Data Charges` is highly overall correlated with `Unlimited Data`	High correlation
`Total Long Distance Charges` is highly overall correlated with `Avg Monthly Long Distance Charges` and 3 other fields	High correlation
`Total Revenue` is highly overall correlated with `Monthly Charge` and 4 other fields	High correlation
`Unlimited Data` is highly overall correlated with `Internet Service` and 1 other fields	High correlation
`Zip Code` is highly overall correlated with `Latitude` and 1 other fields	High correlation
`Phone Service` is highly imbalanced (54.1%)	Imbalance
`Offer` has 3877 (55.0%) missing values	Missing
`Avg Monthly Long Distance Charges` has 682 (9.7%) missing values	Missing
`Multiple Lines` has 682 (9.7%) missing values	Missing
`Internet Type` has 1526 (21.7%) missing values	Missing
`Avg Monthly GB Download` has 1526 (21.7%) missing values	Missing
`Online Security` has 1526 (21.7%) missing values	Missing
`Online Backup` has 1526 (21.7%) missing values	Missing
`Device Protection Plan` has 1526 (21.7%) missing values	Missing
`Premium Tech Support` has 1526 (21.7%) missing values	Missing
`Streaming TV` has 1526 (21.7%) missing values	Missing
`Streaming Movies` has 1526 (21.7%) missing values	Missing
`Streaming Music` has 1526 (21.7%) missing values	Missing
`Unlimited Data` has 1526 (21.7%) missing values	Missing
`Churn Category` has 5174 (73.5%) missing values	Missing
`Churn Reason` has 5174 (73.5%) missing values	Missing
`Customer ID` has unique values	Unique
`Number of Dependents` has 5416 (76.9%) zeros	Zeros
`Number of Referrals` has 3821 (54.3%) zeros	Zeros
`Total Refunds` has 6518 (92.5%) zeros	Zeros
`Total Extra Data Charges` has 6315 (89.7%) zeros	Zeros
`Total Long Distance Charges` has 682 (9.7%) zeros	Zeros

Reproduction

Analysis started	2024-10-28 03:42:42.914137
Analysis finished	2024-10-28 03:44:09.994498
Duration	1 minute and 27.08 seconds
Software version	ydata-profiling vv4.11.0
Download configuration	config.json

Customer ID
Text

Unique

Distinct	7043
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Characters and Unicode

Total characters	70430
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7043 ?
Unique (%)	100.0%

Sample

1st row	0002-ORFBO
2nd row	0003-MKNFE
3rd row	0004-TLHLJ
4th row	0011-IGKFF
5th row	0013-EXCHZ

Value	Count	Frequency (%)
0002-orfbo	1	< 0.1%
0019-efaep	1	< 0.1%
0011-igkff	1	< 0.1%
0013-exchz	1	< 0.1%
0013-mhzwf	1	< 0.1%
0013-smeoe	1	< 0.1%
0014-bmaqu	1	< 0.1%
0015-uocoj	1	< 0.1%
0016-qljis	1	< 0.1%
0017-dinoc	1	< 0.1%
Other values (7033)	7033	99.9%

Most occurring characters

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	70430	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	70430	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	70430	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
-	7043	10.0%
2	2901	4.1%
9	2881	4.1%
6	2870	4.1%
7	2836	4.0%
0	2831	4.0%
8	2812	4.0%
5	2810	4.0%
3	2791	4.0%
1	2726	3.9%
Other values (27)	37929	53.9%

Gender
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Male	3555
Female	3488

Length

Max length	6
Median length	4
Mean length	4.990487
Min length	4

Characters and Unicode

Total characters	35148
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Female
2nd row	Male
3rd row	Male
4th row	Male
5th row	Female

Common Values

Value	Count	Frequency (%)
Male	3555	50.5%
Female	3488	49.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	3555	50.5%
female	3488	49.5%

Most occurring characters

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	35148	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	35148	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	35148	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	10531	30.0%
a	7043	20.0%
l	7043	20.0%
M	3555	10.1%
F	3488	9.9%
m	3488	9.9%

Age
Real number (ℝ)

Distinct	62
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.509726

Minimum	19
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	19
5-th percentile	21
Q1	32
median	46
Q3	60
95-th percentile	75
Maximum	80
Range	61
Interquartile range (IQR)	28

Descriptive statistics

Standard deviation	16.750352
Coefficient of variation (CV)	0.36014729
Kurtosis	-1.0028495
Mean	46.509726
Median Absolute Deviation (MAD)	14
Skewness	0.16218645
Sum	327568
Variance	280.57428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
42	156	2.2%
47	153	2.2%
40	150	2.1%
44	148	2.1%
23	146	2.1%
56	144	2.0%
62	143	2.0%
35	142	2.0%
21	140	2.0%
33	139	2.0%
Other values (52)	5582	79.3%

Value	Count	Frequency (%)
19	127	1.8%
20	127	1.8%
21	140	2.0%
22	130	1.8%
23	146	2.1%
24	109	1.5%
25	138	2.0%
26	115	1.6%
27	132	1.9%
28	119	1.7%

Value	Count	Frequency (%)
80	66	0.9%
79	76	1.1%
78	63	0.9%
77	72	1.0%
76	69	1.0%
75	74	1.1%
74	76	1.1%
73	85	1.2%
72	58	0.8%
71	68	1.0%

Married
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

False	3641
True	3402

Value	Count	Frequency (%)
False	3641	51.7%
True	3402	48.3%

Number of Dependents
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.46869232

Minimum	0
Maximum	9
Zeros	5416
Zeros (%)	76.9%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	3
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.96280195
Coefficient of variation (CV)	2.0542303
Kurtosis	4.4463579
Mean	0.46869232
Median Absolute Deviation (MAD)	0
Skewness	2.109932
Sum	3301
Variance	0.9269876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
5	10	0.1%
4	9	0.1%
6	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%
8	1	< 0.1%

Value	Count	Frequency (%)
0	5416	76.9%
1	553	7.9%
2	531	7.5%
3	517	7.3%
4	9	0.1%
5	10	0.1%
6	3	< 0.1%
7	2	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	1	< 0.1%
7	2	< 0.1%
6	3	< 0.1%
5	10	0.1%
4	9	0.1%
3	517	7.3%
2	531	7.5%
1	553	7.9%
0	5416	76.9%

City
Text

Distinct	1106
Distinct (%)	15.7%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Length

Max length	22
Median length	19
Mean length	9.2034644
Min length	3

Characters and Unicode

Total characters	64820
Distinct characters	52
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Frazier Park
2nd row	Glendale
3rd row	Costa Mesa
4th row	Martinez
5th row	Camarillo

Value	Count	Frequency (%)
san	718	6.9%
los	337	3.3%
angeles	293	2.8%
diego	285	2.8%
santa	181	1.8%
valley	171	1.7%
beach	169	1.6%
city	150	1.5%
sacramento	116	1.1%
jose	112	1.1%
Other values (1110)	7807	75.5%

Most occurring characters

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	64820	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	64820	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	64820	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	6946	10.7%
e	6111	9.4%
n	5134	7.9%
o	5074	7.8%
l	3970	6.1%
r	3568	5.5%
i	3423	5.3%
	3296	5.1%
s	2853	4.4%
t	2602	4.0%
Other values (42)	21843	33.7%

Zip Code
Real number (ℝ)

High correlation

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93486.071

Minimum	90001
Maximum	96150
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	90001
5-th percentile	90241.1
Q1	92101
median	93518
Q3	95329
95-th percentile	96020.9
Maximum	96150
Range	6149
Interquartile range (IQR)	3228

Descriptive statistics

Standard deviation	1856.7675
Coefficient of variation (CV)	0.019861435
Kurtosis	-1.1739154
Mean	93486.071
Median Absolute Deviation (MAD)	1605
Skewness	-0.20961512
Sum	6.584224 × 10⁸
Variance	3447585.6
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
92028	43	0.6%
92027	38	0.5%
92122	36	0.5%
92117	34	0.5%
92126	32	0.5%
92592	30	0.4%
92109	27	0.4%
92130	22	0.3%
92121	20	0.3%
92129	16	0.2%
Other values (1616)	6745	95.8%

Value	Count	Frequency (%)
90001	4	0.1%
90002	4	0.1%
90003	5	0.1%
90004	5	0.1%
90005	4	0.1%
90006	5	0.1%
90007	5	0.1%
90008	5	0.1%
90010	4	0.1%
90011	5	0.1%

Value	Count	Frequency (%)
96150	2	< 0.1%
96148	4	0.1%
96146	4	0.1%
96145	3	< 0.1%
96143	4	0.1%
96142	3	< 0.1%
96141	3	< 0.1%
96140	4	0.1%
96137	4	0.1%
96136	4	0.1%

Latitude
Real number (ℝ)

High correlation

Distinct	1626
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.197455

Minimum	32.555828
Maximum	41.962127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	32.555828
5-th percentile	32.886925
Q1	33.990646
median	36.205465
Q3	38.161321
95-th percentile	40.497425
Maximum	41.962127
Range	9.406299
Interquartile range (IQR)	4.170675

Descriptive statistics

Standard deviation	2.4689287
Coefficient of variation (CV)	0.068207245
Kurtosis	-1.1605061
Mean	36.197455
Median Absolute Deviation (MAD)	2.169863
Skewness	0.31480427
Sum	254938.67
Variance	6.0956088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.362575	43	0.6%
33.141265	38	0.5%
32.85723	36	0.5%
32.825086	34	0.5%
32.886925	32	0.5%
33.507255	30	0.4%
32.787836	27	0.4%
32.957195	22	0.3%
32.898613	20	0.3%
32.961064	16	0.2%
Other values (1616)	6745	95.8%

Value	Count	Frequency (%)
32.555828	5	0.1%
32.578103	4	0.1%
32.579134	4	0.1%
32.587557	5	0.1%
32.605012	4	0.1%
32.607964	5	0.1%
32.619465	5	0.1%
32.622999	4	0.1%
32.636792	4	0.1%
32.64164	5	0.1%

Value	Count	Frequency (%)
41.962127	4	0.1%
41.950683	4	0.1%
41.949216	4	0.1%
41.932207	3	< 0.1%
41.924174	3	< 0.1%
41.867908	4	0.1%
41.831901	4	0.1%
41.816595	4	0.1%
41.813521	4	0.1%
41.769709	4	0.1%

Longitude
Real number (ℝ)

High correlation

Distinct	1625
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-119.75668

Minimum	-124.30137
Maximum	-114.1929
Zeros	0
Zeros (%)	0.0%
Negative	7043
Negative (%)	100.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	-124.30137
5-th percentile	-122.9755
Q1	-121.78809
median	-119.59529
Q3	-117.9698
95-th percentile	-116.87326
Maximum	-114.1929
Range	10.108471
Interquartile range (IQR)	3.818295

Descriptive statistics

Standard deviation	2.1544251
Coefficient of variation (CV)	-0.01799002
Kurtosis	-1.1912906
Mean	-119.75668
Median Absolute Deviation (MAD)	1.848851
Skewness	-0.091931635
Sum	-843446.32
Variance	4.6415475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-117.299644	43	0.6%
-116.967221	38	0.5%
-117.209774	36	0.5%
-117.199424	34	0.5%
-117.152162	32	0.5%
-117.029473	30	0.4%
-117.232376	27	0.4%
-117.202542	22	0.3%
-117.202937	20	0.3%
-117.134917	16	0.2%
Other values (1615)	6745	95.8%

Value	Count	Frequency (%)
-124.301372	4	0.1%
-124.240051	4	0.1%
-124.217378	4	0.1%
-124.210902	4	0.1%
-124.189977	4	0.1%
-124.163234	4	0.1%
-124.15428	4	0.1%
-124.121504	4	0.1%
-124.108897	4	0.1%
-124.098739	4	0.1%

Value	Count	Frequency (%)
-114.192901	4	0.1%
-114.36514	5	0.1%
-114.702256	4	0.1%
-114.71612	4	0.1%
-114.758334	5	0.1%
-114.850784	4	0.1%
-115.152865	2	< 0.1%
-115.191857	5	0.1%
-115.257009	5	0.1%
-115.287901	4	0.1%

Number of Referrals
Real number (ℝ)

High correlation Zeros

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9518671

Minimum	0
Maximum	11
Zeros	3821
Zeros (%)	54.3%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	9
Maximum	11
Range	11
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.0011993
Coefficient of variation (CV)	1.5376043
Kurtosis	0.72196393
Mean	1.9518671
Median Absolute Deviation (MAD)	0
Skewness	1.4460596
Sum	13747
Variance	9.0071972
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
5	264	3.7%
3	255	3.6%
7	248	3.5%
9	238	3.4%
2	236	3.4%
4	236	3.4%
10	223	3.2%
6	221	3.1%
Other values (2)	215	3.1%

Value	Count	Frequency (%)
0	3821	54.3%
1	1086	15.4%
2	236	3.4%
3	255	3.6%
4	236	3.4%
5	264	3.7%
6	221	3.1%
7	248	3.5%
8	213	3.0%
9	238	3.4%

Value	Count	Frequency (%)
11	2	< 0.1%
10	223	3.2%
9	238	3.4%
8	213	3.0%
7	248	3.5%
6	221	3.1%
5	264	3.7%
4	236	3.4%
3	255	3.6%
2	236	3.4%

Tenure in Months
Real number (ℝ)

High correlation

Distinct	72
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.386767

Minimum	1
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9
median	29
Q3	55
95-th percentile	72
Maximum	72
Range	71
Interquartile range (IQR)	46

Descriptive statistics

Standard deviation	24.542061
Coefficient of variation (CV)	0.75778052
Kurtosis	-1.3870524
Mean	32.386767
Median Absolute Deviation (MAD)	22
Skewness	0.24054261
Sum	228100
Variance	602.31276
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	613	8.7%
72	362	5.1%
2	238	3.4%
3	200	2.8%
4	176	2.5%
71	170	2.4%
5	133	1.9%
7	131	1.9%
10	127	1.8%
8	123	1.7%
Other values (62)	4770	67.7%

Value	Count	Frequency (%)
1	613	8.7%
2	238	3.4%
3	200	2.8%
4	176	2.5%
5	133	1.9%
6	110	1.6%
7	131	1.9%
8	123	1.7%
9	119	1.7%
10	127	1.8%

Value	Count	Frequency (%)
72	362	5.1%
71	170	2.4%
70	119	1.7%
69	95	1.3%
68	100	1.4%
67	98	1.4%
66	89	1.3%
65	76	1.1%
64	80	1.1%
63	72	1.0%

Offer
Categorical

High correlation Missing

Distinct	5
Distinct (%)	0.2%
Missing	3877
Missing (%)	55.0%
Memory size	55.1 KiB

Offer B	824
Offer E	805
Offer D	602
Offer A	520
Offer C	415

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	22162
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Offer E
2nd row	Offer D
3rd row	Offer E
4th row	Offer A
5th row	Offer B

Common Values

Value	Count	Frequency (%)
Offer B	824	11.7%
Offer E	805	11.4%
Offer D	602	8.5%
Offer A	520	7.4%
Offer C	415	5.9%
(Missing)	3877	55.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
offer	3166	50.0%
b	824	13.0%
e	805	12.7%
d	602	9.5%
a	520	8.2%
c	415	6.6%

Most occurring characters

Value	Count	Frequency (%)
f	6332	28.6%
O	3166	14.3%
e	3166	14.3%
r	3166	14.3%
	3166	14.3%
B	824	3.7%
E	805	3.6%
D	602	2.7%
A	520	2.3%
C	415	1.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	22162	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
f	6332	28.6%
O	3166	14.3%
e	3166	14.3%
r	3166	14.3%
	3166	14.3%
B	824	3.7%
E	805	3.6%
D	602	2.7%
A	520	2.3%
C	415	1.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	22162	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
f	6332	28.6%
O	3166	14.3%
e	3166	14.3%
r	3166	14.3%
	3166	14.3%
B	824	3.7%
E	805	3.6%
D	602	2.7%
A	520	2.3%
C	415	1.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	22162	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
f	6332	28.6%
O	3166	14.3%
e	3166	14.3%
r	3166	14.3%
	3166	14.3%
B	824	3.7%
E	805	3.6%
D	602	2.7%
A	520	2.3%
C	415	1.9%

Phone Service
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	6361
False	682

Value	Count	Frequency (%)
True	6361	90.3%
False	682	9.7%

Avg Monthly Long Distance Charges
Real number (ℝ)

High correlation Missing

Distinct	3583
Distinct (%)	56.3%
Missing	682
Missing (%)	9.7%
Infinite	0
Infinite (%)	0.0%
Mean	25.420517

Minimum	1.01
Maximum	49.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	1.01
5-th percentile	3.27
Q1	13.05
median	25.69
Q3	37.68
95-th percentile	47.64
Maximum	49.99
Range	48.98
Interquartile range (IQR)	24.63

Descriptive statistics

Standard deviation	14.200374
Coefficient of variation (CV)	0.55861859
Kurtosis	-1.2059985
Mean	25.420517
Median Absolute Deviation (MAD)	12.29
Skewness	-0.0019709679
Sum	161699.91
Variance	201.65061
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.26	7	0.1%
30.07	6	0.1%
45.92	6	0.1%
30.09	6	0.1%
42.55	6	0.1%
49.51	6	0.1%
22.56	6	0.1%
22.83	6	0.1%
41.93	6	0.1%
18.42	6	0.1%
Other values (3573)	6300	89.5%
(Missing)	682	9.7%

Value	Count	Frequency (%)
1.01	1	< 0.1%
1.02	3	< 0.1%
1.03	1	< 0.1%
1.05	1	< 0.1%
1.06	1	< 0.1%
1.07	1	< 0.1%
1.08	2	< 0.1%
1.09	2	< 0.1%
1.1	1	< 0.1%
1.12	3	< 0.1%

Value	Count	Frequency (%)
49.99	1	< 0.1%
49.98	3	< 0.1%
49.96	2	< 0.1%
49.95	2	< 0.1%
49.94	1	< 0.1%
49.92	1	< 0.1%
49.91	3	< 0.1%
49.9	3	< 0.1%
49.88	1	< 0.1%
49.87	1	< 0.1%

Multiple Lines
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	682
Missing (%)	9.7%
Memory size	13.9 KiB

False	3390
True	2971
(Missing)	682

Value	Count	Frequency (%)
False	3390	48.1%
True	2971	42.2%
(Missing)	682	9.7%

Internet Service
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	5517
False	1526

Value	Count	Frequency (%)
True	5517	78.3%
False	1526	21.7%

Internet Type
Categorical

High correlation Missing

Distinct	3
Distinct (%)	0.1%
Missing	1526
Missing (%)	21.7%
Memory size	55.1 KiB

Fiber Optic	3035
DSL	1652
Cable	830

Length

Max length	11
Median length	11
Mean length	7.7018307
Min length	3

Characters and Unicode

Total characters	42491
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Cable
2nd row	Cable
3rd row	Fiber Optic
4th row	Fiber Optic
5th row	Fiber Optic

Common Values

Value	Count	Frequency (%)
Fiber Optic	3035	43.1%
DSL	1652	23.5%
Cable	830	11.8%
(Missing)	1526	21.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
fiber	3035	35.5%
optic	3035	35.5%
dsl	1652	19.3%
cable	830	9.7%

Most occurring characters

Value	Count	Frequency (%)
i	6070	14.3%
b	3865	9.1%
e	3865	9.1%
F	3035	7.1%
r	3035	7.1%
	3035	7.1%
O	3035	7.1%
p	3035	7.1%
t	3035	7.1%
c	3035	7.1%
Other values (6)	7446	17.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42491	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
i	6070	14.3%
b	3865	9.1%
e	3865	9.1%
F	3035	7.1%
r	3035	7.1%
	3035	7.1%
O	3035	7.1%
p	3035	7.1%
t	3035	7.1%
c	3035	7.1%
Other values (6)	7446	17.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42491	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
i	6070	14.3%
b	3865	9.1%
e	3865	9.1%
F	3035	7.1%
r	3035	7.1%
	3035	7.1%
O	3035	7.1%
p	3035	7.1%
t	3035	7.1%
c	3035	7.1%
Other values (6)	7446	17.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42491	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
i	6070	14.3%
b	3865	9.1%
e	3865	9.1%
F	3035	7.1%
r	3035	7.1%
	3035	7.1%
O	3035	7.1%
p	3035	7.1%
t	3035	7.1%
c	3035	7.1%
Other values (6)	7446	17.5%

Avg Monthly GB Download
Real number (ℝ)

High correlation Missing

Distinct	49
Distinct (%)	0.9%
Missing	1526
Missing (%)	21.7%
Infinite	0
Infinite (%)	0.0%
Mean	26.189958

Minimum	2
Maximum	85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	2
5-th percentile	4
Q1	13
median	21
Q3	30
95-th percentile	71
Maximum	85
Range	83
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	19.586585
Coefficient of variation (CV)	0.74786623
Kurtosis	0.63684154
Mean	26.189958
Median Absolute Deviation (MAD)	9
Skewness	1.184056
Sum	144490
Variance	383.63432
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
19	220	3.1%
27	199	2.8%
30	193	2.7%
59	192	2.7%
26	191	2.7%
23	179	2.5%
22	172	2.4%
21	171	2.4%
18	164	2.3%
13	164	2.3%
Other values (39)	3672	52.1%
(Missing)	1526	21.7%

Value	Count	Frequency (%)
2	116	1.6%
3	130	1.8%
4	129	1.8%
5	114	1.6%
6	114	1.6%
7	116	1.6%
8	120	1.7%
9	116	1.6%
10	132	1.9%
11	145	2.1%

Value	Count	Frequency (%)
85	48	0.7%
82	43	0.6%
76	58	0.8%
75	15	0.2%
73	81	1.2%
71	42	0.6%
69	75	1.1%
59	192	2.7%
58	45	0.6%
57	34	0.5%

Online Security
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	3498
True	2019
(Missing)	1526

Value	Count	Frequency (%)
False	3498	49.7%
True	2019	28.7%
(Missing)	1526	21.7%

Online Backup
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	3088
True	2429
(Missing)	1526

Value	Count	Frequency (%)
False	3088	43.8%
True	2429	34.5%
(Missing)	1526	21.7%

Device Protection Plan
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	3095
True	2422
(Missing)	1526

Value	Count	Frequency (%)
False	3095	43.9%
True	2422	34.4%
(Missing)	1526	21.7%

Premium Tech Support
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	3473
True	2044
(Missing)	1526

Value	Count	Frequency (%)
False	3473	49.3%
True	2044	29.0%
(Missing)	1526	21.7%

Streaming TV
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	2810
True	2707
(Missing)	1526

Value	Count	Frequency (%)
False	2810	39.9%
True	2707	38.4%
(Missing)	1526	21.7%

Streaming Movies
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	2785
True	2732
(Missing)	1526

Value	Count	Frequency (%)
False	2785	39.5%
True	2732	38.8%
(Missing)	1526	21.7%

Streaming Music
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

False	3029
True	2488
(Missing)	1526

Value	Count	Frequency (%)
False	3029	43.0%
True	2488	35.3%
(Missing)	1526	21.7%

Unlimited Data
Boolean

High correlation Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	1526
Missing (%)	21.7%
Memory size	13.9 KiB

True	4745
False	772
(Missing)	1526

Value	Count	Frequency (%)
True	4745	67.4%
False	772	11.0%
(Missing)	1526	21.7%

Contract
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Month-to-Month	3610
Two Year	1883
One Year	1550

Length

Max length	14
Median length	14
Mean length	11.075394
Min length	8

Characters and Unicode

Total characters	78004
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	One Year
2nd row	Month-to-Month
3rd row	Month-to-Month
4th row	Month-to-Month
5th row	Month-to-Month

Common Values

Value	Count	Frequency (%)
Month-to-Month	3610	51.3%
Two Year	1883	26.7%
One Year	1550	22.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
month-to-month	3610	34.5%
year	3433	32.8%
two	1883	18.0%
one	1550	14.8%

Most occurring characters

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	78004	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	78004	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	78004	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	12713	16.3%
t	10830	13.9%
n	8770	11.2%
M	7220	9.3%
h	7220	9.3%
-	7220	9.3%
e	4983	6.4%
	3433	4.4%
Y	3433	4.4%
a	3433	4.4%
Other values (4)	8749	11.2%

Paperless Billing
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	7.0 KiB

True	4171
False	2872

Value	Count	Frequency (%)
True	4171	59.2%
False	2872	40.8%

Payment Method
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Bank Withdrawal	3909
Credit Card	2749
Mailed Check	385

Length

Max length	15
Median length	15
Mean length	13.274741
Min length	11

Characters and Unicode

Total characters	93494
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Credit Card
2nd row	Credit Card
3rd row	Bank Withdrawal
4th row	Bank Withdrawal
5th row	Credit Card

Common Values

Value	Count	Frequency (%)
Bank Withdrawal	3909	55.5%
Credit Card	2749	39.0%
Mailed Check	385	5.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bank	3909	27.8%
withdrawal	3909	27.8%
credit	2749	19.5%
card	2749	19.5%
mailed	385	2.7%
check	385	2.7%

Most occurring characters

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	93494	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	93494	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	93494	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	14861	15.9%
d	9792	10.5%
r	9407	10.1%
	7043	7.5%
i	7043	7.5%
t	6658	7.1%
C	5883	6.3%
h	4294	4.6%
k	4294	4.6%
l	4294	4.6%
Other values (7)	19925	21.3%

Monthly Charge
Real number (ℝ)

High correlation

Distinct	1591
Distinct (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.596131

Minimum	-10
Maximum	118.75
Zeros	0
Zeros (%)	0.0%
Negative	120
Negative (%)	1.7%
Memory size	55.1 KiB

Quantile statistics

Minimum	-10
5-th percentile	19.5
Q1	30.4
median	70.05
Q3	89.75
95-th percentile	107.195
Maximum	118.75
Range	128.75
Interquartile range (IQR)	59.35

Descriptive statistics

Standard deviation	31.204743
Coefficient of variation (CV)	0.49067046
Kurtosis	-1.1257896
Mean	63.596131
Median Absolute Deviation (MAD)	24.5
Skewness	-0.27539383
Sum	447907.55
Variance	973.73599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.05	60	0.9%
19.85	45	0.6%
19.95	44	0.6%
19.9	44	0.6%
20	43	0.6%
19.65	42	0.6%
19.7	40	0.6%
20.25	39	0.6%
20.15	39	0.6%
19.55	39	0.6%
Other values (1581)	6608	93.8%

Value	Count	Frequency (%)
-10	13	0.2%
-9	9	0.1%
-8	12	0.2%
-7	16	0.2%
-6	6	0.1%
-5	11	0.2%
-4	17	0.2%
-3	13	0.2%
-2	10	0.1%
-1	13	0.2%

Value	Count	Frequency (%)
118.75	1	< 0.1%
118.65	1	< 0.1%
118.6	2	< 0.1%
118.35	1	< 0.1%
118.2	1	< 0.1%
117.8	1	< 0.1%
117.6	1	< 0.1%
117.5	1	< 0.1%
117.45	1	< 0.1%
117.35	1	< 0.1%

Total Charges
Real number (ℝ)

High correlation

Distinct	6540
Distinct (%)	92.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2280.3813

Minimum	18.8
Maximum	8684.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	18.8
5-th percentile	49.65
Q1	400.15
median	1394.55
Q3	3786.6
95-th percentile	6921.025
Maximum	8684.8
Range	8666
Interquartile range (IQR)	3386.45

Descriptive statistics

Standard deviation	2266.2205
Coefficient of variation (CV)	0.99379016
Kurtosis	-0.22769266
Mean	2280.3813
Median Absolute Deviation (MAD)	1219.75
Skewness	0.96379109
Sum	16060725
Variance	5135755.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.2	11	0.2%
19.75	9	0.1%
19.9	8	0.1%
20.05	8	0.1%
19.65	8	0.1%
19.55	7	0.1%
45.3	7	0.1%
20.15	6	0.1%
19.45	6	0.1%
20.25	6	0.1%
Other values (6530)	6967	98.9%

Value	Count	Frequency (%)
18.8	1	< 0.1%
18.85	2	< 0.1%
18.9	1	< 0.1%
19	1	< 0.1%
19.05	1	< 0.1%
19.1	3	< 0.1%
19.15	1	< 0.1%
19.2	4	0.1%
19.25	3	< 0.1%
19.3	4	0.1%

Value	Count	Frequency (%)
8684.8	1	< 0.1%
8672.45	1	< 0.1%
8670.1	1	< 0.1%
8594.4	1	< 0.1%
8564.75	1	< 0.1%
8547.15	1	< 0.1%
8543.25	1	< 0.1%
8529.5	1	< 0.1%
8496.7	1	< 0.1%
8477.7	1	< 0.1%

Total Refunds
Real number (ℝ)

Zeros

Distinct	500
Distinct (%)	7.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9621823

Minimum	0
Maximum	49.79
Zeros	6518
Zeros (%)	92.5%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	18.149
Maximum	49.79
Range	49.79
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	7.9026144
Coefficient of variation (CV)	4.0274618
Kurtosis	18.350658
Mean	1.9621823
Median Absolute Deviation (MAD)	0
Skewness	4.3285167
Sum	13819.65
Variance	62.451314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6518	92.5%
16.56	2	< 0.1%
8.74	2	< 0.1%
1.31	2	< 0.1%
41.74	2	< 0.1%
25.67	2	< 0.1%
29.76	2	< 0.1%
18.55	2	< 0.1%
15.41	2	< 0.1%
27.6	2	< 0.1%
Other values (490)	507	7.2%

Value	Count	Frequency (%)
0	6518	92.5%
1.01	1	< 0.1%
1.09	1	< 0.1%
1.27	1	< 0.1%
1.31	2	< 0.1%
1.48	1	< 0.1%
1.65	1	< 0.1%
1.66	1	< 0.1%
1.69	1	< 0.1%
1.83	1	< 0.1%

Value	Count	Frequency (%)
49.79	1	< 0.1%
49.76	1	< 0.1%
49.57	2	< 0.1%
49.53	1	< 0.1%
49.51	1	< 0.1%
49.38	1	< 0.1%
49.37	1	< 0.1%
49.24	1	< 0.1%
49.23	1	< 0.1%
49.22	1	< 0.1%

Total Extra Data Charges
Real number (ℝ)

High correlation Zeros

Distinct	16
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.8607128

Minimum	0
Maximum	150
Zeros	6315
Zeros (%)	89.7%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	60
Maximum	150
Range	150
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	25.104978
Coefficient of variation (CV)	3.6592376
Kurtosis	16.458874
Mean	6.8607128
Median Absolute Deviation (MAD)	0
Skewness	4.0912092
Sum	48320
Variance	630.25992
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	6315	89.7%
10	138	2.0%
40	62	0.9%
30	58	0.8%
20	51	0.7%
80	47	0.7%
100	44	0.6%
50	43	0.6%
150	42	0.6%
130	40	0.6%
Other values (6)	203	2.9%

Value	Count	Frequency (%)
0	6315	89.7%
10	138	2.0%
20	51	0.7%
30	58	0.8%
40	62	0.9%
50	43	0.6%
60	36	0.5%
70	34	0.5%
80	47	0.7%
90	35	0.5%

Value	Count	Frequency (%)
150	42	0.6%
140	38	0.5%
130	40	0.6%
120	28	0.4%
110	32	0.5%
100	44	0.6%
90	35	0.5%
80	47	0.7%
70	34	0.5%
60	36	0.5%

Total Long Distance Charges
Real number (ℝ)

High correlation Zeros

Distinct	6068
Distinct (%)	86.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	749.09926

Minimum	0
Maximum	3564.72
Zeros	682
Zeros (%)	9.7%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	70.545
median	401.44
Q3	1191.1
95-th percentile	2577.877
Maximum	3564.72
Range	3564.72
Interquartile range (IQR)	1120.555

Descriptive statistics

Standard deviation	846.66005
Coefficient of variation (CV)	1.1302375
Kurtosis	0.64409208
Mean	749.09926
Median Absolute Deviation (MAD)	382.12
Skewness	1.238282
Sum	5275906.1
Variance	716833.25
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	682	9.7%
15.6	4	0.1%
48.96	4	0.1%
22.86	4	0.1%
597.6	3	< 0.1%
2077.92	3	< 0.1%
198	3	< 0.1%
15.28	3	< 0.1%
808.08	3	< 0.1%
41.1	3	< 0.1%
Other values (6058)	6331	89.9%

Value	Count	Frequency (%)
0	682	9.7%
1.13	1	< 0.1%
1.15	1	< 0.1%
1.17	1	< 0.1%
1.23	1	< 0.1%
1.28	1	< 0.1%
1.47	1	< 0.1%
1.48	1	< 0.1%
1.5	1	< 0.1%
1.59	1	< 0.1%

Value	Count	Frequency (%)
3564.72	1	< 0.1%
3564	1	< 0.1%
3536.64	1	< 0.1%
3515.92	1	< 0.1%
3508.82	1	< 0.1%
3501.72	1	< 0.1%
3493.44	1	< 0.1%
3492.72	1	< 0.1%
3487.68	1	< 0.1%
3482.64	1	< 0.1%

Total Revenue
Real number (ℝ)

High correlation

Distinct	6975
Distinct (%)	99.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3034.3791

Minimum	21.36
Maximum	11979.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	55.1 KiB

Quantile statistics

Minimum	21.36
5-th percentile	78.452
Q1	605.61
median	2108.64
Q3	4801.145
95-th percentile	8747.041
Maximum	11979.34
Range	11957.98
Interquartile range (IQR)	4195.535

Descriptive statistics

Standard deviation	2865.2045
Coefficient of variation (CV)	0.9442474
Kurtosis	-0.20345739
Mean	3034.3791
Median Absolute Deviation (MAD)	1767.61
Skewness	0.91941027
Sum	21371132
Variance	8209397.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.8	3	< 0.1%
116.27	3	< 0.1%
68.41	3	< 0.1%
66.56	3	< 0.1%
3386.4	2	< 0.1%
174.93	2	< 0.1%
608.85	2	< 0.1%
712.85	2	< 0.1%
3423.5	2	< 0.1%
88.75	2	< 0.1%
Other values (6965)	7019	99.7%

Value	Count	Frequency (%)
21.36	1	< 0.1%
21.4	1	< 0.1%
21.61	1	< 0.1%
22.08	1	< 0.1%
22.12	1	< 0.1%
22.25	1	< 0.1%
22.28	1	< 0.1%
22.54	1	< 0.1%
23.24	2	< 0.1%
23.28	1	< 0.1%

Value	Count	Frequency (%)
11979.34	1	< 0.1%
11868.34	1	< 0.1%
11795.78	1	< 0.1%
11688.9	1	< 0.1%
11634.53	1	< 0.1%
11596.99	1	< 0.1%
11564.37	1	< 0.1%
11529.54	1	< 0.1%
11514.81	1	< 0.1%
11501.82	1	< 0.1%

Customer Status
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	55.1 KiB

Stayed	4720
Churned	1869
Joined	454

Length

Max length	7
Median length	6
Mean length	6.2653699
Min length	6

Characters and Unicode

Total characters	44127
Distinct characters	14
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Stayed
2nd row	Stayed
3rd row	Churned
4th row	Churned
5th row	Churned

Common Values

Value	Count	Frequency (%)
Stayed	4720	67.0%
Churned	1869	26.5%
Joined	454	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
stayed	4720	67.0%
churned	1869	26.5%
joined	454	6.4%

Most occurring characters

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
S	4720	10.7%
t	4720	10.7%
a	4720	10.7%
y	4720	10.7%
n	2323	5.3%
C	1869	4.2%
h	1869	4.2%
u	1869	4.2%
Other values (4)	3231	7.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	44127	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
S	4720	10.7%
t	4720	10.7%
a	4720	10.7%
y	4720	10.7%
n	2323	5.3%
C	1869	4.2%
h	1869	4.2%
u	1869	4.2%
Other values (4)	3231	7.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	44127	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
S	4720	10.7%
t	4720	10.7%
a	4720	10.7%
y	4720	10.7%
n	2323	5.3%
C	1869	4.2%
h	1869	4.2%
u	1869	4.2%
Other values (4)	3231	7.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	44127	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	7043	16.0%
d	7043	16.0%
S	4720	10.7%
t	4720	10.7%
a	4720	10.7%
y	4720	10.7%
n	2323	5.3%
C	1869	4.2%
h	1869	4.2%
u	1869	4.2%
Other values (4)	3231	7.3%

Churn Category
Categorical

High correlation Missing

Distinct	5
Distinct (%)	0.3%
Missing	5174
Missing (%)	73.5%
Memory size	55.1 KiB

Competitor	841
Dissatisfaction	321
Attitude	314
Price	211
Other	182

Length

Max length	15
Median length	10
Mean length	9.4713751
Min length	5

Characters and Unicode

Total characters	17702
Distinct characters	20
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor
2nd row	Dissatisfaction
3rd row	Dissatisfaction
4th row	Dissatisfaction
5th row	Competitor

Common Values

Value	Count	Frequency (%)
Competitor	841	11.9%
Dissatisfaction	321	4.6%
Attitude	314	4.5%
Price	211	3.0%
Other	182	2.6%
(Missing)	5174	73.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
competitor	841	45.0%
dissatisfaction	321	17.2%
attitude	314	16.8%
price	211	11.3%
other	182	9.7%

Most occurring characters

Value	Count	Frequency (%)
t	3448	19.5%
i	2329	13.2%
o	2003	11.3%
e	1548	8.7%
r	1234	7.0%
s	963	5.4%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	642	3.6%
Other values (10)	3012	17.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	17702	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	3448	19.5%
i	2329	13.2%
o	2003	11.3%
e	1548	8.7%
r	1234	7.0%
s	963	5.4%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	642	3.6%
Other values (10)	3012	17.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	17702	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	3448	19.5%
i	2329	13.2%
o	2003	11.3%
e	1548	8.7%
r	1234	7.0%
s	963	5.4%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	642	3.6%
Other values (10)	3012	17.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	17702	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	3448	19.5%
i	2329	13.2%
o	2003	11.3%
e	1548	8.7%
r	1234	7.0%
s	963	5.4%
C	841	4.8%
m	841	4.8%
p	841	4.8%
a	642	3.6%
Other values (10)	3012	17.0%

Churn Reason
Categorical

High correlation Missing

Distinct	20
Distinct (%)	1.1%
Missing	5174
Missing (%)	73.5%
Memory size	55.1 KiB

Competitor had better devices	313
Competitor made better offer	311
Attitude of support person	220
Don't know	130
Competitor offered more data	117
Other values (15)	778

Length

Max length	41
Median length	32
Mean length	25.256822
Min length	5

Characters and Unicode

Total characters	47205
Distinct characters	37
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Competitor had better devices
2nd row	Product dissatisfaction
3rd row	Network reliability
4th row	Limited range of services
5th row	Competitor made better offer

Common Values

Value	Count	Frequency (%)
Competitor had better devices	313	4.4%
Competitor made better offer	311	4.4%
Attitude of support person	220	3.1%
Don't know	130	1.8%
Competitor offered more data	117	1.7%
Competitor offered higher download speeds	100	1.4%
Attitude of service provider	94	1.3%
Price too high	78	1.1%
Product dissatisfaction	77	1.1%
Network reliability	72	1.0%
Other values (10)	357	5.1%
(Missing)	5174	73.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
competitor	841	12.6%
better	624	9.4%
of	453	6.8%
attitude	314	4.7%
had	313	4.7%
devices	313	4.7%
made	311	4.7%
offer	311	4.7%
support	263	4.0%
person	220	3.3%
Other values (37)	2694	40.5%

Most occurring characters

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	47205	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	47205	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	47205	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	6138	13.0%
t	5212	11.0%
	4788	10.1%
o	4650	9.9%
r	3698	7.8%
i	2918	6.2%
d	2538	5.4%
s	1917	4.1%
p	1896	4.0%
a	1816	3.8%
Other values (27)	11634	24.6%

Interactions

Correlations

	Age	Avg Monthly GB Download	Avg Monthly Long Distance Charges	Churn Category	Churn Reason	Contract	Customer Status	Device Protection Plan	Gender	Internet Service	Internet Type	Latitude	Longitude	Married	Monthly Charge	Multiple Lines	Number of Dependents	Number of Referrals	Offer	Online Backup	Online Security	Paperless Billing	Payment Method	Phone Service	Premium Tech Support	Streaming Movies	Streaming Music	Streaming TV	Tenure in Months	Total Charges	Total Extra Data Charges	Total Long Distance Charges	Total Refunds	Total Revenue	Unlimited Data	Zip Code
Age	1.000	-0.498	-0.021	0.028	0.041	0.027	0.107	0.000	0.000	0.172	0.126	-0.008	0.004	0.029	0.128	0.149	-0.120	-0.016	0.059	0.000	0.108	0.141	0.099	0.023	0.121	0.042	0.277	0.000	0.012	0.067	0.031	0.010	0.020	0.052	0.033	-0.007
Avg Monthly GB Download	-0.498	1.000	0.017	0.038	0.046	0.012	0.063	0.024	0.000	1.000	0.045	-0.015	0.012	0.096	-0.023	0.044	0.260	0.083	0.000	0.056	0.074	0.042	0.008	0.022	0.058	0.000	0.165	0.015	0.040	0.031	0.006	0.021	0.002	0.032	0.013	-0.008
Avg Monthly Long Distance Charges	-0.021	0.017	1.000	0.000	0.000	0.025	0.000	0.000	0.036	0.023	0.024	0.021	-0.018	0.000	0.020	0.000	-0.007	0.002	0.000	0.015	0.000	0.000	0.016	1.000	0.000	0.024	0.003	0.000	0.012	0.018	0.017	0.527	-0.020	0.155	0.000	0.013
Churn Category	0.028	0.038	0.000	1.000	0.996	0.034	1.000	0.051	0.000	0.236	0.041	0.153	0.120	0.018	0.096	0.047	0.050	0.015	0.028	0.021	0.087	0.061	0.050	0.028	0.020	0.024	0.000	0.022	0.000	0.000	0.042	0.000	0.000	0.013	0.000	0.150
Churn Reason	0.041	0.046	0.000	0.996	1.000	0.079	1.000	0.000	0.000	0.385	0.000	0.198	0.161	0.033	0.110	0.123	0.018	0.075	0.074	0.076	0.146	0.046	0.069	0.059	0.017	0.015	0.000	0.037	0.018	0.032	0.000	0.031	0.034	0.044	0.000	0.174
Contract	0.027	0.012	0.025	0.034	0.079	1.000	0.375	0.376	0.000	0.202	0.095	0.029	0.018	0.281	0.215	0.132	0.125	0.221	0.504	0.303	0.370	0.150	0.117	0.000	0.419	0.261	0.206	0.248	0.497	0.346	0.041	0.321	0.039	0.360	0.014	0.024
Customer Status	0.107	0.063	0.000	1.000	1.000	0.375	1.000	0.250	0.003	0.242	0.156	0.067	0.053	0.236	0.225	0.190	0.181	0.245	0.432	0.242	0.313	0.199	0.161	0.007	0.306	0.156	0.136	0.152	0.447	0.300	0.038	0.282	0.047	0.321	0.020	0.042
Device Protection Plan	0.000	0.024	0.000	0.051	0.000	0.376	0.250	1.000	0.000	1.000	0.000	0.000	0.000	0.187	0.358	0.169	0.058	0.177	0.417	0.184	0.169	0.019	0.069	0.000	0.235	0.288	0.235	0.276	0.420	0.443	0.029	0.263	0.000	0.420	0.004	0.000
Gender	0.000	0.000	0.036	0.000	0.000	0.000	0.003	0.000	1.000	0.000	0.011	0.000	0.000	0.000	0.012	0.000	0.013	0.000	0.015	0.002	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.000	0.000	0.014
Internet Service	0.172	1.000	0.023	0.236	0.385	0.202	0.242	1.000	0.000	1.000	1.000	0.060	0.046	0.000	0.958	0.273	0.172	0.042	0.070	1.000	1.000	0.320	0.273	0.171	1.000	1.000	1.000	1.000	0.021	0.428	0.155	0.045	0.006	0.310	1.000	0.043
Internet Type	0.126	0.045	0.024	0.041	0.000	0.095	0.156	0.000	0.011	1.000	1.000	0.013	0.036	0.000	0.552	0.214	0.069	0.045	0.020	0.000	0.211	0.231	0.156	0.415	0.202	0.154	0.080	0.164	0.002	0.191	0.000	0.121	0.000	0.167	0.000	0.014
Latitude	-0.008	-0.015	0.021	0.153	0.198	0.029	0.067	0.000	0.000	0.060	0.013	1.000	-0.870	0.025	-0.026	0.000	0.029	0.011	0.045	0.049	0.050	0.022	0.052	0.000	0.035	0.028	0.000	0.000	0.013	-0.004	-0.002	0.008	-0.009	0.001	0.034	0.880
Longitude	0.004	0.012	-0.018	0.120	0.161	0.018	0.053	0.000	0.000	0.046	0.036	-0.870	1.000	0.021	0.026	0.000	-0.022	-0.002	0.052	0.000	0.034	0.027	0.050	0.000	0.039	0.022	0.007	0.000	-0.012	0.006	0.001	-0.004	-0.009	0.001	0.000	-0.742
Married	0.029	0.096	0.000	0.018	0.033	0.281	0.236	0.187	0.000	0.000	0.000	0.025	0.021	1.000	0.151	0.149	0.362	0.682	0.381	0.172	0.171	0.008	0.062	0.012	0.143	0.145	0.108	0.154	0.378	0.324	0.000	0.269	0.031	0.333	0.030	0.027
Monthly Charge	0.128	-0.023	0.020	0.096	0.110	0.215	0.225	0.358	0.012	0.958	0.552	-0.026	0.026	0.151	1.000	0.467	-0.129	0.078	0.196	0.321	0.264	0.359	0.219	0.689	0.287	0.555	0.417	0.551	0.270	0.620	0.120	0.307	0.028	0.553	0.010	-0.006
Multiple Lines	0.149	0.044	0.000	0.047	0.123	0.132	0.190	0.169	0.000	0.273	0.214	0.000	0.000	0.149	0.467	1.000	0.016	0.079	0.378	0.161	0.051	0.174	0.162	1.000	0.055	0.221	0.141	0.215	0.361	0.472	0.080	0.268	0.047	0.443	0.000	0.026
Number of Dependents	-0.120	0.260	-0.007	0.050	0.018	0.125	0.181	0.058	0.013	0.172	0.069	0.029	-0.022	0.362	-0.129	0.016	1.000	0.356	0.068	0.086	0.136	0.121	0.068	0.029	0.109	0.007	0.042	0.021	0.135	0.042	-0.031	0.091	0.018	0.065	0.000	0.017
Number of Referrals	-0.016	0.083	0.002	0.015	0.075	0.221	0.245	0.177	0.000	0.042	0.045	0.011	-0.002	0.682	0.078	0.079	0.356	1.000	0.178	0.162	0.196	0.053	0.054	0.000	0.162	0.097	0.089	0.117	0.383	0.327	-0.025	0.257	0.037	0.339	0.046	0.006
Offer	0.059	0.000	0.000	0.028	0.074	0.504	0.432	0.417	0.015	0.070	0.020	0.045	0.052	0.381	0.196	0.378	0.068	0.178	1.000	0.423	0.386	0.000	0.097	0.021	0.377	0.325	0.264	0.324	0.932	0.570	0.048	0.424	0.027	0.572	0.000	0.082
Online Backup	0.000	0.056	0.015	0.021	0.076	0.303	0.242	0.184	0.002	1.000	0.000	0.049	0.000	0.172	0.321	0.161	0.086	0.162	0.423	1.000	0.179	0.000	0.085	0.004	0.190	0.136	0.113	0.146	0.419	0.427	0.047	0.302	0.000	0.419	0.000	0.029
Online Security	0.108	0.074	0.000	0.087	0.146	0.370	0.313	0.169	0.011	1.000	0.211	0.050	0.034	0.171	0.264	0.051	0.136	0.196	0.386	0.179	1.000	0.138	0.150	0.035	0.273	0.054	0.074	0.041	0.374	0.339	0.000	0.241	0.025	0.327	0.016	0.048
Paperless Billing	0.141	0.042	0.000	0.061	0.046	0.150	0.199	0.019	0.000	0.320	0.231	0.022	0.027	0.008	0.359	0.174	0.121	0.053	0.000	0.000	0.138	1.000	0.185	0.011	0.087	0.100	0.052	0.117	0.000	0.158	0.043	0.019	0.000	0.133	0.000	0.004
Payment Method	0.099	0.008	0.016	0.050	0.069	0.117	0.161	0.069	0.000	0.273	0.156	0.052	0.050	0.062	0.219	0.162	0.068	0.054	0.097	0.085	0.150	0.185	1.000	0.024	0.151	0.093	0.048	0.095	0.095	0.116	0.032	0.072	0.014	0.102	0.000	0.049
Phone Service	0.023	0.022	1.000	0.028	0.059	0.000	0.007	0.000	0.000	0.171	0.415	0.000	0.000	0.012	0.689	1.000	0.029	0.000	0.021	0.004	0.035	0.011	0.024	1.000	0.039	0.041	0.027	0.052	0.000	0.151	0.035	0.341	0.000	0.185	0.000	0.027
Premium Tech Support	0.121	0.058	0.000	0.020	0.017	0.419	0.306	0.235	0.000	1.000	0.202	0.035	0.039	0.143	0.287	0.055	0.109	0.162	0.377	0.190	0.273	0.087	0.151	0.039	1.000	0.161	0.167	0.161	0.374	0.357	0.049	0.227	0.024	0.340	0.000	0.024
Streaming Movies	0.042	0.000	0.024	0.024	0.015	0.261	0.156	0.288	0.000	1.000	0.154	0.028	0.022	0.145	0.555	0.221	0.007	0.097	0.325	0.136	0.054	0.100	0.093	0.041	0.161	1.000	0.819	0.434	0.333	0.428	0.020	0.241	0.000	0.404	0.000	0.033
Streaming Music	0.277	0.165	0.003	0.000	0.000	0.206	0.136	0.235	0.000	1.000	0.080	0.000	0.007	0.108	0.417	0.141	0.042	0.089	0.264	0.113	0.074	0.052	0.048	0.027	0.167	0.819	1.000	0.350	0.269	0.342	0.000	0.188	0.000	0.324	0.000	0.029
Streaming TV	0.000	0.015	0.000	0.022	0.037	0.248	0.152	0.276	0.000	1.000	0.164	0.000	0.000	0.154	0.551	0.215	0.021	0.117	0.324	0.146	0.041	0.117	0.095	0.052	0.161	0.434	0.350	1.000	0.325	0.424	0.000	0.237	0.000	0.400	0.006	0.000
Tenure in Months	0.012	0.040	0.012	0.000	0.018	0.497	0.447	0.420	0.000	0.021	0.002	0.013	-0.012	0.378	0.270	0.361	0.135	0.383	0.932	0.419	0.374	0.000	0.095	0.000	0.374	0.333	0.269	0.325	1.000	0.889	0.019	0.663	0.084	0.913	0.000	0.010
Total Charges	0.067	0.031	0.018	0.000	0.032	0.346	0.300	0.443	0.000	0.428	0.191	-0.004	0.006	0.324	0.620	0.472	0.042	0.327	0.570	0.427	0.339	0.158	0.116	0.151	0.357	0.428	0.342	0.424	0.889	1.000	0.078	0.650	0.087	0.978	0.000	0.003
Total Extra Data Charges	0.031	0.006	0.017	0.042	0.000	0.041	0.038	0.029	0.000	0.155	0.000	-0.002	0.001	0.000	0.120	0.080	-0.031	-0.025	0.048	0.047	0.000	0.043	0.032	0.035	0.049	0.020	0.000	0.000	0.019	0.078	1.000	-0.004	0.009	0.067	0.857	-0.002
Total Long Distance Charges	0.010	0.021	0.527	0.000	0.031	0.321	0.282	0.263	0.027	0.045	0.121	0.008	-0.004	0.269	0.307	0.268	0.091	0.257	0.424	0.302	0.241	0.019	0.072	0.341	0.227	0.241	0.188	0.237	0.663	0.650	-0.004	1.000	0.061	0.778	0.000	0.010
Total Refunds	0.020	0.002	-0.020	0.000	0.034	0.039	0.047	0.000	0.000	0.006	0.000	-0.009	-0.009	0.031	0.028	0.047	0.018	0.037	0.027	0.000	0.025	0.000	0.014	0.000	0.024	0.000	0.000	0.000	0.084	0.087	0.009	0.061	1.000	0.082	0.015	-0.004
Total Revenue	0.052	0.032	0.155	0.013	0.044	0.360	0.321	0.420	0.000	0.310	0.167	0.001	0.001	0.333	0.553	0.443	0.065	0.339	0.572	0.419	0.327	0.133	0.102	0.185	0.340	0.404	0.324	0.400	0.913	0.978	0.067	0.778	0.082	1.000	0.000	0.007
Unlimited Data	0.033	0.013	0.000	0.000	0.000	0.014	0.020	0.004	0.000	1.000	0.000	0.034	0.000	0.030	0.010	0.000	0.000	0.046	0.000	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.857	0.000	0.015	0.000	1.000	0.000
Zip Code	-0.007	-0.008	0.013	0.150	0.174	0.024	0.042	0.000	0.014	0.043	0.014	0.880	-0.742	0.027	-0.006	0.026	0.017	0.006	0.082	0.029	0.048	0.004	0.049	0.027	0.024	0.033	0.029	0.000	0.010	0.003	-0.002	0.010	-0.004	0.007	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Customer ID	Gender	Age	Married	Number of Dependents	City	Zip Code	Latitude	Longitude	Number of Referrals	Tenure in Months	Offer	Phone Service	Avg Monthly Long Distance Charges	Multiple Lines	Internet Service	Internet Type	Avg Monthly GB Download	Online Security	Online Backup	Device Protection Plan	Premium Tech Support	Streaming TV	Streaming Movies	Streaming Music	Unlimited Data	Contract	Paperless Billing	Payment Method	Monthly Charge	Total Charges	Total Refunds	Total Extra Data Charges	Total Long Distance Charges	Total Revenue	Customer Status	Churn Category	Churn Reason
0	0002-ORFBO	Female	37	Yes	0	Frazier Park	93225	34.827662	-118.999073	2	9	NaN	Yes	42.39	No	Yes	Cable	16.0	No	Yes	No	Yes	Yes	No	No	Yes	One Year	Yes	Credit Card	65.60	593.30	0.00	0	381.51	974.81	Stayed	NaN	NaN
1	0003-MKNFE	Male	46	No	0	Glendale	91206	34.162515	-118.203869	0	9	NaN	Yes	10.69	Yes	Yes	Cable	10.0	No	No	No	No	No	Yes	Yes	No	Month-to-Month	No	Credit Card	-4.00	542.40	38.33	10	96.21	610.28	Stayed	NaN	NaN
2	0004-TLHLJ	Male	50	No	0	Costa Mesa	92627	33.645672	-117.922613	0	4	Offer E	Yes	33.65	No	Yes	Fiber Optic	30.0	No	No	Yes	No	No	No	No	Yes	Month-to-Month	Yes	Bank Withdrawal	73.90	280.85	0.00	0	134.60	415.45	Churned	Competitor	Competitor had better devices
3	0011-IGKFF	Male	78	Yes	0	Martinez	94553	38.014457	-122.115432	1	13	Offer D	Yes	27.82	No	Yes	Fiber Optic	4.0	No	Yes	Yes	No	Yes	Yes	No	Yes	Month-to-Month	Yes	Bank Withdrawal	98.00	1237.85	0.00	0	361.66	1599.51	Churned	Dissatisfaction	Product dissatisfaction
4	0013-EXCHZ	Female	75	Yes	0	Camarillo	93010	34.227846	-119.079903	3	3	NaN	Yes	7.38	No	Yes	Fiber Optic	11.0	No	No	No	Yes	Yes	No	No	Yes	Month-to-Month	Yes	Credit Card	83.90	267.40	0.00	0	22.14	289.54	Churned	Dissatisfaction	Network reliability
5	0013-MHZWF	Female	23	No	3	Midpines	95345	37.581496	-119.972762	0	9	Offer E	Yes	16.77	No	Yes	Cable	73.0	No	No	No	Yes	Yes	Yes	Yes	Yes	Month-to-Month	Yes	Credit Card	69.40	571.45	0.00	0	150.93	722.38	Stayed	NaN	NaN
6	0013-SMEOE	Female	67	Yes	0	Lompoc	93437	34.757477	-120.550507	1	71	Offer A	Yes	9.96	No	Yes	Fiber Optic	14.0	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Two Year	Yes	Bank Withdrawal	109.70	7904.25	0.00	0	707.16	8611.41	Stayed	NaN	NaN
7	0014-BMAQU	Male	52	Yes	0	Napa	94558	38.489789	-122.270110	8	63	Offer B	Yes	12.96	Yes	Yes	Fiber Optic	7.0	Yes	No	No	Yes	No	No	No	No	Two Year	Yes	Credit Card	84.65	5377.80	0.00	20	816.48	6214.28	Stayed	NaN	NaN
8	0015-UOCOJ	Female	68	No	0	Simi Valley	93063	34.296813	-118.685703	0	7	Offer E	Yes	10.53	No	Yes	DSL	21.0	Yes	No	No	No	No	No	No	Yes	Two Year	Yes	Bank Withdrawal	48.20	340.35	0.00	0	73.71	414.06	Stayed	NaN	NaN
9	0016-QLJIS	Female	43	Yes	1	Sheridan	95681	38.984756	-121.345074	3	65	NaN	Yes	28.46	Yes	Yes	Cable	14.0	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Yes	Two Year	Yes	Credit Card	90.45	5957.90	0.00	0	1849.90	7807.80	Stayed	NaN	NaN

	Customer ID	Gender	Age	Married	Number of Dependents	City	Zip Code	Latitude	Longitude	Number of Referrals	Tenure in Months	Offer	Phone Service	Avg Monthly Long Distance Charges	Multiple Lines	Internet Service	Internet Type	Avg Monthly GB Download	Online Security	Online Backup	Device Protection Plan	Premium Tech Support	Streaming TV	Streaming Movies	Streaming Music	Unlimited Data	Contract	Paperless Billing	Payment Method	Monthly Charge	Total Charges	Total Extra Data Charges	Total Long Distance Charges	Total Revenue	Customer Status	Churn Category	Churn Reason
7033	9975-SKRNR	Male	24	No	0	Sierraville	96126	39.559709	-120.345639	0	1	Offer E	Yes	49.51	No	No	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Month-to-Month	No	Credit Card	18.90	18.90	0	49.51	68.41	Joined	NaN	NaN
7034	9978-HYCIN	Male	72	Yes	1	Bakersfield	93301	35.383937	-119.020428	1	47	NaN	Yes	42.29	No	Yes	Fiber Optic	22.0	No	Yes	No	No	Yes	No	No	No	One Year	Yes	Bank Withdrawal	84.95	4018.05	80	1987.63	6085.68	Stayed	NaN	NaN
7035	9979-RGMZT	Female	20	No	0	Los Angeles	90022	34.023810	-118.156582	0	7	Offer E	Yes	36.49	No	Yes	Fiber Optic	42.0	No	Yes	No	No	Yes	Yes	Yes	Yes	One Year	Yes	Credit Card	94.05	633.45	0	255.43	888.88	Stayed	NaN	NaN
7036	9985-MWVIX	Female	53	No	0	Hume	93628	36.807595	-118.901544	0	1	Offer E	Yes	42.09	No	Yes	Fiber Optic	9.0	No	No	No	No	No	No	No	Yes	Month-to-Month	Yes	Credit Card	70.15	70.15	0	42.09	112.24	Churned	Competitor	Competitor had better devices
7037	9986-BONCE	Female	36	No	0	Fallbrook	92028	33.362575	-117.299644	0	4	NaN	Yes	2.01	No	No	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Month-to-Month	No	Bank Withdrawal	20.95	85.50	0	8.04	93.54	Churned	Competitor	Competitor made better offer
7038	9987-LUTYD	Female	20	No	0	La Mesa	91941	32.759327	-116.997260	0	13	Offer D	Yes	46.68	No	Yes	DSL	59.0	Yes	No	No	Yes	No	No	Yes	Yes	One Year	No	Credit Card	55.15	742.90	0	606.84	1349.74	Stayed	NaN	NaN
7039	9992-RRAMN	Male	40	Yes	0	Riverbank	95367	37.734971	-120.954271	1	22	Offer D	Yes	16.20	Yes	Yes	Fiber Optic	17.0	No	No	No	No	No	Yes	Yes	Yes	Month-to-Month	Yes	Bank Withdrawal	85.10	1873.70	0	356.40	2230.10	Churned	Dissatisfaction	Product dissatisfaction
7040	9992-UJOEL	Male	22	No	0	Elk	95432	39.108252	-123.645121	0	2	Offer E	Yes	18.62	No	Yes	DSL	51.0	No	Yes	No	No	No	No	No	Yes	Month-to-Month	Yes	Credit Card	50.30	92.75	0	37.24	129.99	Joined	NaN	NaN
7041	9993-LHIEB	Male	21	Yes	0	Solana Beach	92075	33.001813	-117.263628	5	67	Offer A	Yes	2.12	No	Yes	Cable	58.0	Yes	No	Yes	Yes	No	Yes	Yes	Yes	Two Year	No	Credit Card	67.85	4627.65	0	142.04	4769.69	Stayed	NaN	NaN
7042	9995-HOTOH	Male	36	Yes	0	Sierra City	96125	39.600599	-120.636358	1	63	NaN	No	NaN	NaN	Yes	Cable	5.0	Yes	Yes	Yes	No	Yes	Yes	Yes	Yes	Two Year	No	Bank Withdrawal	59.00	3707.60	0	0.00	3707.60	Stayed	NaN	NaN

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category